Our reduction framework can be used to improve regret bounds for misspecified contextual linear bandits. By noticing that for \(\epsilon \)  misspecified contextual linear bandits, the total amount of misspecification in epoch \(m\)  is bounded by \(\epsilon _m+\epsilon \)  with high probability, the following result follows directly from [1]}.
